Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "There was not a need …" 2,035 comments · Page 77 of 82
Ice is needed here
Ice is needed here
Identity Attack0.0037182847
Insult0.0086718835
Profanity0.012858666
Threat0.008764107
Severe Toxicity0.0016498566
Low Tox 0.018723432 Low Con 0.276 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
We need to double those numbers in 2026
We need to double those numbers in 2026
Identity Attack0.004347248
Insult0.007911879
Profanity0.014088398
Threat0.00899713
Severe Toxicity0.0015735626
Low Tox 0.01859777 Low Con 0.227
Dec 26, 2025 6 likes Deportations From Canada at Their …
Canada needs ICE
Canada needs ICE
Identity Attack0.006363631
Insult0.009051885
Profanity0.0113727385
Threat0.008103873
Severe Toxicity0.0015354156
Low Tox 0.01847211 Low Con 0.206
Jan 13, 2026 Canada’s new rules in 2026
Canada needs ICE
Canada needs ICE
Identity Attack0.006363631
Insult0.009051885
Profanity0.011423977
Threat0.008103873
Severe Toxicity0.0015258789
Low Tox 0.01847211 Low Con 0.214 Call_To_Action
Aug 27, 2025 Why Canadians Are Turning Against …
Canada needs ICE
Canada needs ICE
Identity Attack0.006363631
Insult0.009051885
Profanity0.0113727385
Threat0.008103873
Severe Toxicity0.0015354156
Low Tox 0.01847211 Low Con 0.214 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ok Ontario we need to start standing up
Ok Ontario we need to start standing up
Identity Attack0.005105704
Insult0.009507888
Profanity0.0113044195
Threat0.008129764
Severe Toxicity0.0013542175
Low Tox 0.01847211 Moderate Con 0.349
Nov 27, 2025 Quebec Ends Economic Immigration Program …
We need ICE in Canada 🇨🇦 period
We need ICE in Canada 🇨🇦 period
Identity Attack0.0055496786
Insult0.008975885
Profanity0.011441057
Threat0.007909686
Severe Toxicity0.0013542175
Low Tox 0.01822079 Low Con 0.235 Call_To_Action
Feb 19, 2026 Canadian immigration officers investigating hundreds …
We need MORE!
We need MORE!
Identity Attack0.003607291
Insult0.008994885
Profanity0.013507691
Threat0.007948523
Severe Toxicity0.0014209747
Low Tox 0.01822079 Moderate Con 0.4 Call_To_Action
Dec 31, 2025 Deportations From Canada at Their …
We Canadians need to show the power of the people...
We Canadians need to show the power of the people...
Identity Attack0.009545447
Insult0.008633883
Profanity0.010706633
Threat0.0074048014
Severe Toxicity0.001115799
Low Tox 0.017969469 Moderate Con 0.386
Oct 3, 2025 1 likes Why Canadians Are Turning Against …
You know, I said I wasn't going to drink tonight. I need a beer.
You know, I said I wasn't going to drink tonight. I need a beer.
Identity Attack0.0027008436
Insult0.008690883
Profanity0.0137468055
Threat0.0074954215
Severe Toxicity0.0010490417
Low Tox 0.017969469 Moderate Con 0.424 Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
We need more doctors in this country.
We need more doctors in this country.
Identity Attack0.0048837173
Insult0.008918885
Profanity0.012175481
Threat0.007197669
Severe Toxicity0.0011444092
Low Tox 0.017843807 Moderate Con 0.389 Economic_Argument
Jan 14, 2026 Canada’s new rules in 2026
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Identity Attack0.006511623
Insult0.00971689
Profanity0.009587918
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.017592486 Moderate Con 0.357 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Vermont needs to step up their game.
Vermont needs to step up their game.
Identity Attack0.003921773
Insult0.009982891
Profanity0.01128734
Threat0.007534259
Severe Toxicity0.00086307526
Low Tox 0.017592486 Low Con 0.21 Comparative_Framing
Mar 2, 2026 Inside Canada's Indian Invasion...
We need canadian ICE !
We need canadian ICE !
Identity Attack0.0061046463
Insult0.008804884
Profanity0.011065305
Threat0.008285114
Severe Toxicity0.0016784668
Low Tox 0.017592486 Moderate Con 0.313 Call_To_Action
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Identity Attack0.0031633168
Insult0.008785884
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0007534027
Low Tox 0.017466826 Low Con 0.237 Question
Feb 23, 2026 'We do know that there's …
This is great news but it needs to be higher. Way higher.
This is great news but it needs to be higher. Way higher.
Identity Attack0.0030338243
Insult0.009146886
Profanity0.013371054
Threat0.0078449575
Severe Toxicity0.0011205673
Low Tox 0.017466826 Moderate Con 0.338 Call_To_Action
Dec 30, 2025 1 likes Deportations From Canada at Their …
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the …
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the temporary workers permits/visa. Time's up,time to carry on!
Identity Attack0.0029968263
Insult0.008956885
Profanity0.010757872
Threat0.0072235605
Severe Toxicity0.00084400177
Low Tox 0.017215505 Constructive 0.531 Policy_Critique
Nov 24, 2025 Quebec Ends Economic Immigration Program …
We need ice in Canada 🇨🇦
We need ice in Canada 🇨🇦
Identity Attack0.004162259
Insult0.008424882
Profanity0.011423977
Threat0.008181547
Severe Toxicity0.0014209747
Low Tox 0.017215505 Moderate Con 0.313 Fear_Threat
Feb 19, 2026 2 likes Canadian immigration officers investigating hundreds …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not a fertility problem.
Identity Attack0.00310782
Insult0.008500882
Profanity0.010979908
Threat0.0065050707
Severe Toxicity0.000667572
Low Tox 0.017089844 Moderate Con 0.464 Economic_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan. Many people blame its zero or negative growth on restrictive immigration policy, whereas the …
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan. Many people blame its zero or negative growth on restrictive immigration policy, whereas the USA pretty much just let everyone in. Mind you, nowadays you need to be making about $140,000 USD to survive as a renter in Manhattan, so - maybe it was the correct move.
Identity Attack0.0061046463
Insult0.009317887
Profanity0.009869732
Threat0.0060778605
Severe Toxicity0.00062942505
Low Tox 0.017089844 Constructive 0.557 Comparative_Framing
Jun 21, 2025 1 likes How Canada broke its immigration …
We need ICE over here in Canada.
We need ICE over here in Canada.
Identity Attack0.005364689
Insult0.008462882
Profanity0.010365041
Threat0.008285114
Severe Toxicity0.0013446808
Low Tox 0.017089844 Moderate Con 0.333 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Identity Attack0.007473567
Insult0.007873878
Profanity0.012482914
Threat0.0071199946
Severe Toxicity0.0012111664
Low Tox 0.017089844 Moderate Con 0.479 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We need a ICE style agency here NOW...
We need a ICE style agency here NOW...
Identity Attack0.0024973555
Insult0.009013886
Profanity0.011219022
Threat0.0076637166
Severe Toxicity0.0012159348
Low Tox 0.016964182 Low Con 0.194
Oct 8, 2025 2 likes IRCC Names India in Study …
Canada needs its own version of ICE!
Canada needs its own version of ICE!
Identity Attack0.0061416444
Insult0.009279887
Profanity0.009920971
Threat0.0072882893
Severe Toxicity0.001077652
Low Tox 0.016964182 Low Con 0.188 Call_To_Action
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
I don't hink they are doing their job properly. And this will be a good chance to examine what is really happening, what are they doing. Canada needs to get fixed in terms of this …
I don't hink they are doing their job properly. And this will be a good chance to examine what is really happening, what are they doing. Canada needs to get fixed in terms of this situation.
Identity Attack0.0044767405
Insult0.009868891
Profanity0.009408582
Threat0.006712203
Severe Toxicity0.00067710876
Low Tox 0.016964182 Constructive 0.512
Oct 12, 2025 IRCC Names India in Study …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.